{"id":"W2800152231","doi":"10.3171/2018.1.peds17625","title":"Principles of system design not realized for pediatric craniospinal trauma care in the United States","year":2018,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incidence (geometry); Descriptive statistics; Quarter (Canadian coin); Emergency medicine; Pediatrics; Medical emergency; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01408461,0.0005060635,0.0004813278,0.0009678072,0.001711875,0.005796497,0.001624486,0.001312232,0.003267796],"category_scores_gemma":[0.01585394,0.0005348466,0.0008239826,0.001244626,0.003416284,0.003468445,0.002225898,0.002952356,0.0006136567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005299909,"about_ca_system_score_gemma":0.01491508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006969661,"about_ca_topic_score_gemma":0.008172698,"domain_scores_codex":[0.9888613,0.006014807,0.0007407188,0.001664225,0.002242293,0.0004766497],"domain_scores_gemma":[0.9929155,0.002023937,0.001315159,0.001300761,0.002022322,0.0004222774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001502564,0.0002859806,0.0419572,0.0007873314,0.000195994,0.0002975475,0.003262944,0.04460598,0.001708359,0.7486775,0.02623213,0.1318388],"study_design_scores_gemma":[0.0004303818,0.001771664,0.03104759,0.001509023,0.0002131498,0.001133307,0.004333569,0.07929895,0.002718549,0.5321128,0.3452255,0.0002054865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1137555,0.005699468,0.7071921,0.0825607,0.002306736,0.001792102,0.00181771,0.001118238,0.08375745],"genre_scores_gemma":[0.7253975,0.002433245,0.2542318,0.006390006,0.0006399592,0.002438319,0.0006660091,0.0001388598,0.007664172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01408461,"threshold_uncertainty_score":0.07448751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08504569007833342,"score_gpt":0.3149125491801295,"score_spread":0.2298668591017961,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}